Where p represents the null model, Y=a,p+q represents the model Y =a+ βx, and df are the degrees of freedom associated with the designated model. It can be seen from this equation that the F-statistic is simply based on the difference in the deviances between the two models as a fraction of the deviance of the deviance of the full model, whilst taking account of the number of parameters.